{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 102,
   "source": [
    "import numpy as np\r\n",
    "import pandas as pd\r\n",
    "import matplotlib.pyplot as plt"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "source": [
    "df = pd.read_csv(\"winddata.csv\", header=0, names=['time', 'wind_speed', 'rate_power_output', 'scored_power_output', 'score'])\r\n",
    "df['time'] = pd.to_datetime(df['time'])\r\n",
    "df = df.reset_index(level=0)"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "source": [
    "N = 5000\r\n",
    "wind_data = df[['wind_speed']].to_numpy()\r\n",
    "wind_data = wind_data[:5000]\r\n",
    "len(wind_data)"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "5000"
      ]
     },
     "metadata": {},
     "execution_count": 104
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "source": [
    "def genCoefficient(n, wind_data):\n",
    "    width, length = n, N - n\n",
    "    tmp = [wind_data[i: length + i] for i in range(width)]\n",
    "    tmp = np.stack(tmp, axis=1)\n",
    "    return np.reshape(tmp, (length, width))\n",
    "print(genCoefficient(1, wind_data).shape)\n",
    "\n",
    "def genYTrue(n, wind_data):\n",
    "    return wind_data[n:]\n",
    "print(genYTrue(1, wind_data).shape)"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "(4999, 1)\n",
      "(4999, 1)\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "source": [
    "error = []\n",
    "result = []\n",
    "for n in range(1, 21):\n",
    "    print(n)\n",
    "    H = genCoefficient(n, wind_data)\n",
    "    y = genYTrue(n, wind_data)\n",
    "    x = np.dot(np.dot(np.linalg.inv(np.dot(H.T, H)), H.T), y)\n",
    "    err = np.sum(np.power(y - np.dot(H, x), 2))\n",
    "    error.append(err)\n",
    "    result.append(x)\n",
    "    print(x, err)\n"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "1\n",
      "[[0.99892963]] 866.4302595667452\n",
      "2\n",
      "[[-0.41403337]\n",
      " [ 1.41253443]] 717.8997262299183\n",
      "3\n",
      "[[-0.06541572]\n",
      " [-0.32163111]\n",
      " [ 1.38545074]] 714.827053391948\n",
      "4\n",
      "[[ 0.00546871]\n",
      " [-0.07299293]\n",
      " [-0.31987093]\n",
      " [ 1.3858073 ]] 714.8047483230214\n",
      "5\n",
      "[[-0.04848946]\n",
      " [ 0.07266313]\n",
      " [-0.08849976]\n",
      " [-0.32340833]\n",
      " [ 1.38606961]] 713.1199152091124\n",
      "6\n",
      "[[-0.02572792]\n",
      " [-0.01283196]\n",
      " [ 0.06434575]\n",
      " [-0.09077821]\n",
      " [-0.32152898]\n",
      " [ 1.3848128 ]] 712.6379043974665\n",
      "7\n",
      "[[ 0.00766499]\n",
      " [-0.03634522]\n",
      " [-0.010364  ]\n",
      " [ 0.06503969]\n",
      " [-0.09126731]\n",
      " [-0.32141996]\n",
      " [ 1.38499488]] 712.5843281823861\n",
      "8\n",
      "[[-0.01776289]\n",
      " [ 0.03226209]\n",
      " [-0.04204991]\n",
      " [-0.01198734]\n",
      " [ 0.0661975 ]\n",
      " [-0.09144506]\n",
      " [-0.32205923]\n",
      " [ 1.38511682]] 712.3507679566171\n",
      "9\n",
      "[[ 0.03158136]\n",
      " [-0.06150837]\n",
      " [ 0.04243435]\n",
      " [-0.03916116]\n",
      " [-0.01407544]\n",
      " [ 0.06657788]\n",
      " [-0.09011382]\n",
      " [-0.32307573]\n",
      " [ 1.38566571]] 711.631930517032\n",
      "10\n",
      "[[ 0.00718647]\n",
      " [ 0.02162038]\n",
      " [-0.0591839 ]\n",
      " [ 0.04308115]\n",
      " [-0.03963707]\n",
      " [-0.01397042]\n",
      " [ 0.06686103]\n",
      " [-0.0904197 ]\n",
      " [-0.32262983]\n",
      " [ 1.38542736]] 711.587280651537\n",
      "11\n",
      "[[ 0.02542833]\n",
      " [-0.02804374]\n",
      " [ 0.02982438]\n",
      " [-0.05688275]\n",
      " [ 0.04138252]\n",
      " [-0.03928109]\n",
      " [-0.0129601 ]\n",
      " [ 0.06576462]\n",
      " [-0.08891512]\n",
      " [-0.32317694]\n",
      " [ 1.38523633]] 711.1227100813094\n",
      "12\n",
      "[[-0.03164569]\n",
      " [ 0.0692657 ]\n",
      " [-0.03827   ]\n",
      " [ 0.02700761]\n",
      " [-0.05480272]\n",
      " [ 0.04097432]\n",
      " [-0.04052668]\n",
      " [-0.01165106]\n",
      " [ 0.06396594]\n",
      " [-0.08797116]\n",
      " [-0.32406535]\n",
      " [ 1.38604542]] 710.4085176475129\n",
      "13\n",
      "[[ 0.00365473]\n",
      " [-0.03670461]\n",
      " [ 0.07044358]\n",
      " [-0.03794402]\n",
      " [ 0.02676698]\n",
      " [-0.05476908]\n",
      " [ 0.04111759]\n",
      " [-0.04067319]\n",
      " [-0.01144981]\n",
      " [ 0.06386333]\n",
      " [-0.08783656]\n",
      " [-0.32428202]\n",
      " [ 1.38614821]] 710.3600582701945\n",
      "14\n",
      "[[ 0.02813177]\n",
      " [-0.03532947]\n",
      " [-0.02758898]\n",
      " [ 0.07292371]\n",
      " [-0.03975177]\n",
      " [ 0.02706066]\n",
      " [-0.05362925]\n",
      " [ 0.03996681]\n",
      " [-0.03913458]\n",
      " [-0.01220613]\n",
      " [ 0.06491203]\n",
      " [-0.08977874]\n",
      " [-0.32312294]\n",
      " [ 1.3859339 ]] 709.6356104805195\n",
      "15\n",
      "[[ 0.02459184]\n",
      " [-0.00593964]\n",
      " [-0.02739893]\n",
      " [-0.02535832]\n",
      " [ 0.0713125 ]\n",
      " [-0.03947112]\n",
      " [ 0.02800664]\n",
      " [-0.05459873]\n",
      " [ 0.04127943]\n",
      " [-0.03980767]\n",
      " [-0.01123478]\n",
      " [ 0.06313753]\n",
      " [-0.08905334]\n",
      " [-0.32207886]\n",
      " [ 1.38504442]] 709.0844634208786\n",
      "16\n",
      "[[ 0.02963999]\n",
      " [-0.01646389]\n",
      " [ 0.00360597]\n",
      " [-0.02474963]\n",
      " [-0.02722718]\n",
      " [ 0.07163737]\n",
      " [-0.03829332]\n",
      " [ 0.02678767]\n",
      " [-0.05297887]\n",
      " [ 0.04044148]\n",
      " [-0.03863982]\n",
      " [-0.01334217]\n",
      " [ 0.06389205]\n",
      " [-0.08823281]\n",
      " [-0.32189763]\n",
      " [ 1.3842987 ]] 708.4603776512116\n",
      "17\n",
      "[[ 0.00915728]\n",
      " [ 0.01695777]\n",
      " [-0.01350915]\n",
      " [ 0.00441218]\n",
      " [-0.0253333 ]\n",
      " [-0.02710087]\n",
      " [ 0.07199478]\n",
      " [-0.03866259]\n",
      " [ 0.02727329]\n",
      " [-0.05322387]\n",
      " [ 0.04079503]\n",
      " [-0.03930272]\n",
      " [-0.01310273]\n",
      " [ 0.06408415]\n",
      " [-0.08827477]\n",
      " [-0.32170585]\n",
      " [ 1.38403212]] 708.3913487514924\n",
      "18\n",
      "[[-0.00505187]\n",
      " [ 0.01614818]\n",
      " [ 0.01533373]\n",
      " [-0.01395761]\n",
      " [ 0.00473653]\n",
      " [-0.02539556]\n",
      " [-0.02729708]\n",
      " [ 0.07219977]\n",
      " [-0.03893116]\n",
      " [ 0.02741324]\n",
      " [-0.05341794]\n",
      " [ 0.04115398]\n",
      " [-0.03944482]\n",
      " [-0.01324921]\n",
      " [ 0.06409979]\n",
      " [-0.08832127]\n",
      " [-0.3216069 ]\n",
      " [ 1.38407064]] 708.3701492093028\n",
      "19\n",
      "[[-0.00871429]\n",
      " [ 0.00701096]\n",
      " [ 0.01334399]\n",
      " [ 0.01456145]\n",
      " [-0.01339722]\n",
      " [ 0.00462192]\n",
      " [-0.02574018]\n",
      " [-0.02693943]\n",
      " [ 0.07173466]\n",
      " [-0.03869032]\n",
      " [ 0.02707313]\n",
      " [-0.05278928]\n",
      " [ 0.0409173 ]\n",
      " [-0.03966647]\n",
      " [-0.01320916]\n",
      " [ 0.06397962]\n",
      " [-0.08818729]\n",
      " [-0.32146679]\n",
      " [ 1.38402662]] 708.3163674787622\n",
      "20\n",
      "[[-6.50416217e-03]\n",
      " [ 2.88972704e-04]\n",
      " [ 4.91876284e-03]\n",
      " [ 1.27682703e-02]\n",
      " [ 1.49791862e-02]\n",
      " [-1.34827840e-02]\n",
      " [ 4.36343359e-03]\n",
      " [-2.54746324e-02]\n",
      " [-2.72825084e-02]\n",
      " [ 7.19121342e-02]\n",
      " [-3.89425963e-02]\n",
      " [ 2.75393329e-02]\n",
      " [-5.29636437e-02]\n",
      " [ 4.07493029e-02]\n",
      " [-3.96372880e-02]\n",
      " [-1.32949680e-02]\n",
      " [ 6.40746682e-02]\n",
      " [-8.81010153e-02]\n",
      " [-3.21421149e-01]\n",
      " [ 1.38396994e+00]] 708.2864081758914\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "source": [
    "# error = []\n",
    "# coeff = []\n",
    "# for n in range(1, 21):\n",
    "#     print(n)\n",
    "#     a = genCoefficient(n, wind_data)\n",
    "#     y = genYTrue(n, wind_data)\n",
    "#     x, err, _, _ = np.linalg.lstsq(a, y, rcond=0)\n",
    "#     error.append(err)\n",
    "#     coeff.append(x.reshape(-1))\n",
    "#     print(x, err)"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "source": [
    "x = np.linspace(1, 20, 20)\n",
    "y = error\n",
    "plt.xticks(x)\n",
    "plt.scatter(x, y)"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1f595b93fa0>"
      ]
     },
     "metadata": {},
     "execution_count": 108
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "source": [
    "x = np.linspace(2, 20, 19)\n",
    "y = error[1:]\n",
    "plt.xticks(x)\n",
    "plt.scatter(x, y)"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1f5958607c0>"
      ]
     },
     "metadata": {},
     "execution_count": 109
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "source": [
    "# chosing n = 20\n",
    "plt.figure(figsize=(16, 10))\n",
    "y_true = genYTrue(20, wind_data)\n",
    "y_pred = np.dot(genCoefficient(20, wind_data), coeff[-1]).reshape([-1])\n",
    "x = np.arange(0, 4980, 1)\n",
    "plt.plot(x, y_true, label=\"true\")\n",
    "plt.plot(x, y_pred, label=\"pred\")\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "source": [
    "# chosing n = 20\n",
    "plt.figure(figsize=(16, 10))\n",
    "y_true = genYTrue(20, wind_data)\n",
    "y_pred = np.dot(genCoefficient(20, wind_data), coeff[-1]).reshape([-1])\n",
    "x = np.arange(0, 4980, 1)[:1000]\n",
    "plt.plot(x, y_true[:1000], label=\"true\")\n",
    "plt.plot(x, y_pred[:1000], label=\"pred\")\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "source": [
    "plt.figure(figsize=(20, 10))\n",
    "print(y_pred.shape, y_true.shape)\n",
    "y = np.abs(y_true.reshape([-1]) - y_pred)\n",
    "x = np.arange(0, 4980, 1)\n",
    "plt.stem(x, y, markerfmt=' ')\n",
    "# plt.legend()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "(4980,) (4980, 1)\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [],
   "outputs": [],
   "metadata": {}
  }
 ],
 "metadata": {
  "orig_nbformat": 4,
  "language_info": {
   "name": "python",
   "version": "3.6.9",
   "mimetype": "text/x-python",
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "pygments_lexer": "ipython3",
   "nbconvert_exporter": "python",
   "file_extension": ".py"
  },
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.6.9 64-bit"
  },
  "interpreter": {
   "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}